把市场运营写成代码：用 GitHub Copilot 和 Actions 自动跑完活动全流程
GitHub 日本和韩国市场的营销负责人把活动运营流程自动化：用 Issue 表单收集活动信息，用 event-setup 标签触发 GitHub Actions，自动复制落地页、生成 UTM 链接、提交邀请邮件并同步项目看板，原本要花近一天的工作缩短到几分钟。
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#Hooks/automation
#Hooks/automation
0 items todayGitHub Blog · CopilotAI score5858
Cursor · ChangelogSelectedAI score7676 Cursor launches “Projects,” a feature that uses a coordinating agent to take on long-running development work
Cursor introduces “Projects,” a feature built for long-running work like a single feature, a migration, or an entire application. It keeps context over months and delegates tasks to thousands of sub-agents. Projects are powered by cloud agents: the coordinating agent doesn’t write code, it only plans, assigns work, and hands back results, spinning up local agents when on-device testing is needed. Each project keeps a set of files synced between the cloud and local machines, steadily accumulating research findings, artifacts, and knowledge of the codebase.
Why it matters: The official docs lay out the context-sharing and auto-triggering mechanisms for project-based multi-agent collaboration, which you can use to judge how long-running tasks get taken over.
GitHub Blog · CopilotAI score3030 GitHub Copilot 应用入门：自动分诊 Dependabot pull request
GitHub Copilot 应用支持用自动化分诊 Dependabot pull request：用自然语言描述任务，按风险分组、识别安全的补丁与次版本更新、核验 CI 状态并给出摘要。自动化可选手动、每小时、每天、每周或 issue 创建时触发，也可选择在云端或本地运行，每次运行记录都会保存。
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Cline · BlogSelectedAI score7171 Building a Code Review Agent on the Cline Loop with the Cline SDK
The Cline team built a code review agent with the Cline SDK, splitting review into two agent loops—review and judge—then using a driver script to batch-submit the surviving issues as a single COMMENT event to the GitHub PR.
Why it matters: A full breakdown of the plugin, Hooks, and two-stage loop behind a code review agent, transferable to other automated review scenarios.
Cursor · ChangelogSelectedAI score6666 Cursor Updates Cloud Agents and Harness: Event Subscriptions, Independent Sub-Agent Runs, and /goal
Cursor has updated its cloud agents and Cursor harness so cloud agents can subscribe to event sources, resume when there's new activity in a PR, Slack thread, or scheduled task, and keep going until the work is done—fixing CI failures and handling bot comments.
Why it matters: Cloud agents are moving from one-shot runs to subscribing to events and following up continuously on PRs and Slack threads, which gives readers a way to judge how the boundaries of automation are shifting.
Cline · BlogSelectedAI score7171 用插件和 Hook 扩展 Cline 智能体循环
Cline 官方博客介绍如何用插件和 Hook 给智能体循环加上确定性行为与护栏。插件是单个对象文件，可复用在同一份代码的 CLI、VS Code、JetBrains 和 SDK 上。
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Why it matters: 原文给出 Cline 插件与 Hook 的完整代码示例，读者可据此为智能体循环加上日志记录和危险命令拦截。
claude.dev · Anthropic Developer BlogSelectedAI score8686 Anthropic shares what it learned from using Skills inside Claude Code: nine categories and tips for writing them
Inside Claude Code, Anthropic has already built up hundreds of Skills in active use. The team sorts them into nine categories—library and API references, product validation, data fetching and analysis, business process automation, code scaffolding, code quality and review, CI/CD and deployment, runbooks, and infrastructure operations—and notes that the best Skills should fall cleanly into one of them.
Why it matters: Anthropic’s internal framework for categorizing hundreds of Skills, along with its experience writing them, can carry over to a team building its own Skill library.